Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 41188 |
| Missing cells | 12718 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 12 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 26.5 MiB |
| Average record size in memory | 675.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 7 |
| Boolean | 4 |
| Dataset has 12 (< 0.1%) duplicate rows | Duplicates |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 2 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
month is highly overall correlated with cons.conf.idx and 5 other fields | High correlation |
nr.employed is highly overall correlated with contact and 3 other fields | High correlation |
pdays is highly overall correlated with poutcome and 1 other fields | High correlation |
poutcome is highly overall correlated with pdays and 1 other fields | High correlation |
previous is highly overall correlated with pdays and 1 other fields | High correlation |
default is highly imbalanced (99.9%) | Imbalance |
poutcome is highly imbalanced (56.8%) | Imbalance |
education has 1731 (4.2%) missing values | Missing |
default has 8597 (20.9%) missing values | Missing |
housing has 990 (2.4%) missing values | Missing |
loan has 990 (2.4%) missing values | Missing |
previous has 35563 (86.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-31 09:24:06.384966 |
|---|---|
| Analysis finished | 2024-10-31 09:24:30.494669 |
| Duration | 24.11 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.02406 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.42125 |
|---|---|
| Coefficient of variation (CV) | 0.26037463 |
| Kurtosis | 0.79131153 |
| Mean | 40.02406 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.78469682 |
| Sum | 1648511 |
| Variance | 108.60245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1947 | 4.7% |
| 32 | 1846 | 4.5% |
| 33 | 1833 | 4.5% |
| 36 | 1780 | 4.3% |
| 35 | 1759 | 4.3% |
| 34 | 1745 | 4.2% |
| 30 | 1714 | 4.2% |
| 37 | 1475 | 3.6% |
| 29 | 1453 | 3.5% |
| 39 | 1432 | 3.5% |
| Other values (68) | 24204 |
| Value | Count | Frequency (%) |
| 17 | 5 | < 0.1% |
| 18 | 28 | 0.1% |
| 19 | 42 | 0.1% |
| 20 | 65 | 0.2% |
| 21 | 102 | 0.2% |
| 22 | 137 | 0.3% |
| 23 | 226 | 0.5% |
| 24 | 463 | |
| 25 | 598 | |
| 26 | 698 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 22 | |
| 87 | 1 | < 0.1% |
| 86 | 8 | < 0.1% |
| 85 | 15 |
job
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 330 |
| Missing (%) | 0.8% |
| Memory size | 2.3 MiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (6) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9710216 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | housemaid |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | services |
Common Values
| Value | Count | Frequency (%) |
| admin. | 10422 | |
| blue-collar | 9254 | |
| technician | 6743 | |
| services | 3969 | 9.6% |
| management | 2924 | 7.1% |
| retired | 1720 | 4.2% |
| entrepreneur | 1456 | 3.5% |
| self-employed | 1421 | 3.5% |
| housemaid | 1060 | 2.6% |
| unemployed | 1014 | 2.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 10422 | |
| blue-collar | 9254 | |
| technician | 6743 | |
| services | 3969 | 9.7% |
| management | 2924 | 7.2% |
| retired | 1720 | 4.2% |
| entrepreneur | 1456 | 3.6% |
| self-employed | 1421 | 3.5% |
| housemaid | 1060 | 2.6% |
| unemployed | 1014 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 47273 | |
| n | 34557 | 9.4% |
| a | 33327 | 9.1% |
| l | 31618 | 8.6% |
| i | 30657 | 8.4% |
| c | 26709 | 7.3% |
| r | 21031 | 5.7% |
| m | 19765 | 5.4% |
| d | 16512 | 4.5% |
| t | 14593 | 4.0% |
| Other values (12) | 90496 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 366538 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 47273 | |
| n | 34557 | 9.4% |
| a | 33327 | 9.1% |
| l | 31618 | 8.6% |
| i | 30657 | 8.4% |
| c | 26709 | 7.3% |
| r | 21031 | 5.7% |
| m | 19765 | 5.4% |
| d | 16512 | 4.5% |
| t | 14593 | 4.0% |
| Other values (12) | 90496 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 366538 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 47273 | |
| n | 34557 | 9.4% |
| a | 33327 | 9.1% |
| l | 31618 | 8.6% |
| i | 30657 | 8.4% |
| c | 26709 | 7.3% |
| r | 21031 | 5.7% |
| m | 19765 | 5.4% |
| d | 16512 | 4.5% |
| t | 14593 | 4.0% |
| Other values (12) | 90496 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 366538 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 47273 | |
| n | 34557 | 9.4% |
| a | 33327 | 9.1% |
| l | 31618 | 8.6% |
| i | 30657 | 8.4% |
| c | 26709 | 7.3% |
| r | 21031 | 5.7% |
| m | 19765 | 5.4% |
| d | 16512 | 4.5% |
| t | 14593 | 4.0% |
| Other values (12) | 90496 |
marital
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 80 |
| Missing (%) | 0.2% |
| Memory size | 2.2 MiB |
| married | |
|---|---|
| single | |
| divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8307872 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 24928 | |
| single | 11568 | |
| divorced | 4612 | 11.2% |
| (Missing) | 80 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 24928 | |
| single | 11568 | |
| divorced | 4612 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 54468 | |
| i | 41108 | |
| e | 41108 | |
| d | 34152 | |
| m | 24928 | |
| a | 24928 | |
| s | 11568 | 4.1% |
| n | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (3) | 13836 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 280800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 54468 | |
| i | 41108 | |
| e | 41108 | |
| d | 34152 | |
| m | 24928 | |
| a | 24928 | |
| s | 11568 | 4.1% |
| n | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (3) | 13836 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 280800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 54468 | |
| i | 41108 | |
| e | 41108 | |
| d | 34152 | |
| m | 24928 | |
| a | 24928 | |
| s | 11568 | 4.1% |
| n | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (3) | 13836 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 280800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 54468 | |
| i | 41108 | |
| e | 41108 | |
| d | 34152 | |
| m | 24928 | |
| a | 24928 | |
| s | 11568 | 4.1% |
| n | 11568 | 4.1% |
| g | 11568 | 4.1% |
| l | 11568 | 4.1% |
| Other values (3) | 13836 | 4.9% |
education
Categorical
Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1731 |
| Missing (%) | 4.2% |
| Memory size | 2.4 MiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (2) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.961502 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.4y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.6y |
| 5th row | high.school |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 12168 | |
| high.school | 9515 | |
| basic.9y | 6045 | |
| professional.course | 5243 | |
| basic.4y | 4176 | 10.1% |
| basic.6y | 2292 | 5.6% |
| illiterate | 18 | < 0.1% |
| (Missing) | 1731 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 12168 | |
| high.school | 9515 | |
| basic.9y | 6045 | |
| professional.course | 5243 | |
| basic.4y | 4176 | 10.6% |
| basic.6y | 2292 | 5.8% |
| illiterate | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 59194 | |
| i | 51643 | 10.1% |
| s | 49925 | 9.8% |
| . | 39439 | 7.7% |
| r | 34840 | 6.8% |
| o | 34759 | 6.8% |
| h | 28545 | 5.6% |
| c | 27271 | 5.3% |
| y | 24681 | 4.8% |
| g | 21683 | 4.2% |
| Other values (13) | 139442 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 511422 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 59194 | |
| i | 51643 | 10.1% |
| s | 49925 | 9.8% |
| . | 39439 | 7.7% |
| r | 34840 | 6.8% |
| o | 34759 | 6.8% |
| h | 28545 | 5.6% |
| c | 27271 | 5.3% |
| y | 24681 | 4.8% |
| g | 21683 | 4.2% |
| Other values (13) | 139442 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 511422 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 59194 | |
| i | 51643 | 10.1% |
| s | 49925 | 9.8% |
| . | 39439 | 7.7% |
| r | 34840 | 6.8% |
| o | 34759 | 6.8% |
| h | 28545 | 5.6% |
| c | 27271 | 5.3% |
| y | 24681 | 4.8% |
| g | 21683 | 4.2% |
| Other values (13) | 139442 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 511422 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 59194 | |
| i | 51643 | 10.1% |
| s | 49925 | 9.8% |
| . | 39439 | 7.7% |
| r | 34840 | 6.8% |
| o | 34759 | 6.8% |
| h | 28545 | 5.6% |
| c | 27271 | 5.3% |
| y | 24681 | 4.8% |
| g | 21683 | 4.2% |
| Other values (13) | 139442 |
default
Boolean
Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 8597 |
| Missing (%) | 20.9% |
| Memory size | 80.6 KiB |
| False | |
|---|---|
| True | 3 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 32588 | |
| True | 3 | < 0.1% |
| (Missing) | 8597 | 20.9% |
housing
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 990 |
| Missing (%) | 2.4% |
| Memory size | 80.6 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 990 |
| Value | Count | Frequency (%) |
| True | 21576 | |
| False | 18622 | |
| (Missing) | 990 | 2.4% |
loan
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 990 |
| Missing (%) | 2.4% |
| Memory size | 80.6 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 990 |
| Value | Count | Frequency (%) |
| False | 33950 | |
| True | 6248 | 15.2% |
| (Missing) | 990 | 2.4% |
contact
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.365252 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 26144 | |
| telephone | 15044 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 26144 | |
| telephone | 15044 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 93476 | |
| e | 71276 | |
| c | 26144 | 7.6% |
| u | 26144 | 7.6% |
| a | 26144 | 7.6% |
| r | 26144 | 7.6% |
| t | 15044 | 4.4% |
| p | 15044 | 4.4% |
| h | 15044 | 4.4% |
| o | 15044 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 344548 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 93476 | |
| e | 71276 | |
| c | 26144 | 7.6% |
| u | 26144 | 7.6% |
| a | 26144 | 7.6% |
| r | 26144 | 7.6% |
| t | 15044 | 4.4% |
| p | 15044 | 4.4% |
| h | 15044 | 4.4% |
| o | 15044 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 344548 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 93476 | |
| e | 71276 | |
| c | 26144 | 7.6% |
| u | 26144 | 7.6% |
| a | 26144 | 7.6% |
| r | 26144 | 7.6% |
| t | 15044 | 4.4% |
| p | 15044 | 4.4% |
| h | 15044 | 4.4% |
| o | 15044 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 344548 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 93476 | |
| e | 71276 | |
| c | 26144 | 7.6% |
| u | 26144 | 7.6% |
| a | 26144 | 7.6% |
| r | 26144 | 7.6% |
| t | 15044 | 4.4% |
| p | 15044 | 4.4% |
| h | 15044 | 4.4% |
| o | 15044 | 4.4% |
month
Categorical
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 13769 | |
| jul | 7174 | |
| aug | 6178 | |
| jun | 5318 | 12.9% |
| nov | 4101 | 10.0% |
| apr | 2632 | 6.4% |
| oct | 718 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 13769 | |
| jul | 7174 | |
| aug | 6178 | |
| jun | 5318 | 12.9% |
| nov | 4101 | 10.0% |
| apr | 2632 | 6.4% |
| oct | 718 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 23125 | |
| u | 18670 | |
| m | 14315 | |
| y | 13769 | |
| j | 12492 | |
| n | 9419 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4819 | 3.9% |
| v | 4101 | 3.3% |
| Other values (7) | 9502 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 23125 | |
| u | 18670 | |
| m | 14315 | |
| y | 13769 | |
| j | 12492 | |
| n | 9419 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4819 | 3.9% |
| v | 4101 | 3.3% |
| Other values (7) | 9502 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 23125 | |
| u | 18670 | |
| m | 14315 | |
| y | 13769 | |
| j | 12492 | |
| n | 9419 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4819 | 3.9% |
| v | 4101 | 3.3% |
| Other values (7) | 9502 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 23125 | |
| u | 18670 | |
| m | 14315 | |
| y | 13769 | |
| j | 12492 | |
| n | 9419 | |
| l | 7174 | 5.8% |
| g | 6178 | 5.0% |
| o | 4819 | 3.9% |
| v | 4101 | 3.3% |
| Other values (7) | 9502 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 8623 | |
| mon | 8514 | |
| wed | 8134 | |
| tue | 8090 | |
| fri | 7827 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 8623 | |
| mon | 8514 | |
| wed | 8134 | |
| tue | 8090 | |
| fri | 7827 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 16713 | |
| u | 16713 | |
| e | 16224 | |
| h | 8623 | |
| m | 8514 | |
| o | 8514 | |
| n | 8514 | |
| w | 8134 | |
| d | 8134 | |
| f | 7827 | |
| Other values (2) | 15654 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 16713 | |
| u | 16713 | |
| e | 16224 | |
| h | 8623 | |
| m | 8514 | |
| o | 8514 | |
| n | 8514 | |
| w | 8134 | |
| d | 8134 | |
| f | 7827 | |
| Other values (2) | 15654 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 16713 | |
| u | 16713 | |
| e | 16224 | |
| h | 8623 | |
| m | 8514 | |
| o | 8514 | |
| n | 8514 | |
| w | 8134 | |
| d | 8134 | |
| f | 7827 | |
| Other values (2) | 15654 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123564 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 16713 | |
| u | 16713 | |
| e | 16224 | |
| h | 8623 | |
| m | 8514 | |
| o | 8514 | |
| n | 8514 | |
| w | 8134 | |
| d | 8134 | |
| f | 7827 | |
| Other values (2) | 15654 |
duration
Real number (ℝ)
| Distinct | 1544 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.28501 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 180 |
| Q3 | 319 |
| 95-th percentile | 752.65 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 217 |
Descriptive statistics
| Standard deviation | 259.27925 |
|---|---|
| Coefficient of variation (CV) | 1.0038494 |
| Kurtosis | 20.247938 |
| Mean | 258.28501 |
| Median Absolute Deviation (MAD) | 94 |
| Skewness | 3.2631413 |
| Sum | 10638243 |
| Variance | 67225.729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 170 | 0.4% |
| 85 | 170 | 0.4% |
| 136 | 168 | 0.4% |
| 73 | 167 | 0.4% |
| 124 | 164 | 0.4% |
| 87 | 162 | 0.4% |
| 72 | 161 | 0.4% |
| 104 | 161 | 0.4% |
| 111 | 160 | 0.4% |
| 106 | 159 | 0.4% |
| Other values (1534) | 39546 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 30 | 0.1% |
| 6 | 37 | |
| 7 | 54 | |
| 8 | 69 | |
| 9 | 77 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4199 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3509 | 1 | |
| 3422 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 |
campaign
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5675925 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7700135 |
|---|---|
| Coefficient of variation (CV) | 1.0788369 |
| Kurtosis | 36.979795 |
| Mean | 2.5675925 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7625067 |
| Sum | 105754 |
| Variance | 7.672975 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 17642 | |
| 2 | 10570 | |
| 3 | 5341 | 13.0% |
| 4 | 2651 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Other values (32) | 869 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 17642 | |
| 2 | 10570 | |
| 3 | 5341 | 13.0% |
| 4 | 2651 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 4 |
pdays
Real number (ℝ)
High correlation
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.47545 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 186.91091 |
|---|---|
| Coefficient of variation (CV) | 0.1941981 |
| Kurtosis | 22.229463 |
| Mean | 962.47545 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9221899 |
| Sum | 39642439 |
| Variance | 34935.687 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 999 | 39673 | |
| 3 | 439 | 1.1% |
| 6 | 412 | 1.0% |
| 4 | 118 | 0.3% |
| 9 | 64 | 0.2% |
| 2 | 61 | 0.1% |
| 7 | 60 | 0.1% |
| 12 | 58 | 0.1% |
| 10 | 52 | 0.1% |
| 5 | 46 | 0.1% |
| Other values (17) | 205 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 15 | < 0.1% |
| 1 | 26 | 0.1% |
| 2 | 61 | 0.1% |
| 3 | 439 | |
| 4 | 118 | 0.3% |
| 5 | 46 | 0.1% |
| 6 | 412 | |
| 7 | 60 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 64 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 39673 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 8 | < 0.1% |
previous
Real number (ℝ)
High correlation Zeros
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.172963 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 35563 |
| Zeros (%) | 86.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49490108 |
|---|---|
| Coefficient of variation (CV) | 2.8613119 |
| Kurtosis | 20.108816 |
| Mean | 0.172963 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8320422 |
| Sum | 7124 |
| Variance | 0.24492708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 35563 | |
| 1 | 4561 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 70 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 35563 | |
| 1 | 4561 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 70 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 18 | < 0.1% |
| 4 | 70 | 0.2% |
| 3 | 216 | 0.5% |
| 2 | 754 | 1.8% |
| 1 | 4561 | 11.1% |
| 0 | 35563 |
poutcome
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1373 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.453724 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 35563 | |
| failure | 4252 | 10.3% |
| success | 1373 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 35563 | |
| failure | 4252 | 10.3% |
| success | 1373 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 106689 | |
| e | 76751 | |
| t | 71126 | |
| i | 39815 | 9.2% |
| s | 39682 | 9.2% |
| o | 35563 | 8.3% |
| x | 35563 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 430568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 106689 | |
| e | 76751 | |
| t | 71126 | |
| i | 39815 | 9.2% |
| s | 39682 | 9.2% |
| o | 35563 | 8.3% |
| x | 35563 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 430568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 106689 | |
| e | 76751 | |
| t | 71126 | |
| i | 39815 | 9.2% |
| s | 39682 | 9.2% |
| o | 35563 | 8.3% |
| x | 35563 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 430568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 106689 | |
| e | 76751 | |
| t | 71126 | |
| i | 39815 | 9.2% |
| s | 39682 | 9.2% |
| o | 35563 | 8.3% |
| x | 35563 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
emp.var.rate
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.081885501 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17191 |
| Negative (%) | 41.7% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5709597 |
|---|---|
| Coefficient of variation (CV) | 19.184834 |
| Kurtosis | -1.0626315 |
| Mean | 0.081885501 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.72409555 |
| Sum | 3372.7 |
| Variance | 2.4679145 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 16234 | |
| -1.8 | 9184 | |
| 1.1 | 7763 | |
| -0.1 | 3683 | 8.9% |
| -2.9 | 1663 | 4.0% |
| -3.4 | 1071 | 2.6% |
| -1.7 | 773 | 1.9% |
| -1.1 | 635 | 1.5% |
| -3 | 172 | 0.4% |
| -0.2 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 1071 | 2.6% |
| -3 | 172 | 0.4% |
| -2.9 | 1663 | 4.0% |
| -1.8 | 9184 | |
| -1.7 | 773 | 1.9% |
| -1.1 | 635 | 1.5% |
| -0.2 | 10 | < 0.1% |
| -0.1 | 3683 | 8.9% |
| 1.1 | 7763 | |
| 1.4 | 16234 |
| Value | Count | Frequency (%) |
| 1.4 | 16234 | |
| 1.1 | 7763 | |
| -0.1 | 3683 | 8.9% |
| -0.2 | 10 | < 0.1% |
| -1.1 | 635 | 1.5% |
| -1.7 | 773 | 1.9% |
| -1.8 | 9184 | |
| -2.9 | 1663 | 4.0% |
| -3 | 172 | 0.4% |
| -3.4 | 1071 | 2.6% |
cons.price.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.575664 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57884005 |
|---|---|
| Coefficient of variation (CV) | 0.0061857968 |
| Kurtosis | -0.82980858 |
| Mean | 93.575664 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.23088765 |
| Sum | 3854194.5 |
| Variance | 0.3350558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 7763 | |
| 93.918 | 6685 | |
| 92.893 | 5794 | |
| 93.444 | 5175 | |
| 94.465 | 4374 | |
| 93.2 | 3616 | |
| 93.075 | 2458 | 6.0% |
| 92.201 | 770 | 1.9% |
| 92.963 | 715 | 1.7% |
| 92.431 | 447 | 1.1% |
| Other values (16) | 3391 |
| Value | Count | Frequency (%) |
| 92.201 | 770 | 1.9% |
| 92.379 | 267 | 0.6% |
| 92.431 | 447 | 1.1% |
| 92.469 | 178 | 0.4% |
| 92.649 | 357 | 0.9% |
| 92.713 | 172 | 0.4% |
| 92.756 | 10 | < 0.1% |
| 92.843 | 282 | 0.7% |
| 92.893 | 5794 | |
| 92.963 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 128 | 0.3% |
| 94.601 | 204 | 0.5% |
| 94.465 | 4374 | |
| 94.215 | 311 | 0.8% |
| 94.199 | 303 | 0.7% |
| 94.055 | 229 | 0.6% |
| 94.027 | 233 | 0.6% |
| 93.994 | 7763 | |
| 93.918 | 6685 | |
| 93.876 | 212 | 0.5% |
cons.conf.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.5026 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 41188 |
| Negative (%) | 100.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6281979 |
|---|---|
| Coefficient of variation (CV) | -0.11426915 |
| Kurtosis | -0.35855831 |
| Mean | -40.5026 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.30317986 |
| Sum | -1668221.1 |
| Variance | 21.420215 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 7763 | |
| -42.7 | 6685 | |
| -46.2 | 5794 | |
| -36.1 | 5175 | |
| -41.8 | 4374 | |
| -42 | 3616 | |
| -47.1 | 2458 | 6.0% |
| -31.4 | 770 | 1.9% |
| -40.8 | 715 | 1.7% |
| -26.9 | 447 | 1.1% |
| Other values (16) | 3391 |
| Value | Count | Frequency (%) |
| -50.8 | 128 | 0.3% |
| -50 | 282 | 0.7% |
| -49.5 | 204 | 0.5% |
| -47.1 | 2458 | 6.0% |
| -46.2 | 5794 | |
| -45.9 | 10 | < 0.1% |
| -42.7 | 6685 | |
| -42 | 3616 | |
| -41.8 | 4374 | |
| -40.8 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 447 | 1.1% |
| -29.8 | 267 | 0.6% |
| -30.1 | 357 | 0.9% |
| -31.4 | 770 | 1.9% |
| -33 | 172 | 0.4% |
| -33.6 | 178 | 0.4% |
| -34.6 | 174 | 0.4% |
| -34.8 | 264 | 0.6% |
| -36.1 | 5175 | |
| -36.4 | 7763 |
euribor3m
Real number (ℝ)
High correlation
| Distinct | 316 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6212908 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.7344474 |
|---|---|
| Coefficient of variation (CV) | 0.47895833 |
| Kurtosis | -1.4068026 |
| Mean | 3.6212908 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.70918796 |
| Sum | 149153.73 |
| Variance | 3.0083078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 2868 | 7.0% |
| 4.962 | 2613 | 6.3% |
| 4.963 | 2487 | 6.0% |
| 4.961 | 1902 | 4.6% |
| 4.856 | 1210 | 2.9% |
| 4.964 | 1175 | 2.9% |
| 1.405 | 1169 | 2.8% |
| 4.965 | 1071 | 2.6% |
| 4.864 | 1044 | 2.5% |
| 4.96 | 1013 | 2.5% |
| Other values (306) | 24636 |
| Value | Count | Frequency (%) |
| 0.634 | 8 | < 0.1% |
| 0.635 | 43 | |
| 0.636 | 14 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 7 | < 0.1% |
| 0.639 | 16 | < 0.1% |
| 0.64 | 10 | < 0.1% |
| 0.642 | 35 | |
| 0.643 | 23 | |
| 0.644 | 38 |
| Value | Count | Frequency (%) |
| 5.045 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 172 | 0.4% |
| 4.968 | 992 | 2.4% |
| 4.967 | 643 | 1.6% |
| 4.966 | 622 | 1.5% |
| 4.965 | 1071 | |
| 4.964 | 1175 | |
| 4.963 | 2487 | |
| 4.962 | 2613 |
nr.employed
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.0359 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.251528 |
|---|---|
| Coefficient of variation (CV) | 0.013983167 |
| Kurtosis | -0.0037603757 |
| Mean | 5167.0359 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0442624 |
| Sum | 2.1281988 × 108 |
| Variance | 5220.2833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 16234 | |
| 5099.1 | 8534 | |
| 5191 | 7763 | |
| 5195.8 | 3683 | 8.9% |
| 5076.2 | 1663 | 4.0% |
| 5017.5 | 1071 | 2.6% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 4963.6 | 635 | 1.5% |
| 5023.5 | 172 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 635 | 1.5% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 5017.5 | 1071 | 2.6% |
| 5023.5 | 172 | 0.4% |
| 5076.2 | 1663 | 4.0% |
| 5099.1 | 8534 | |
| 5176.3 | 10 | < 0.1% |
| 5191 | 7763 | |
| 5195.8 | 3683 |
| Value | Count | Frequency (%) |
| 5228.1 | 16234 | |
| 5195.8 | 3683 | 8.9% |
| 5191 | 7763 | |
| 5176.3 | 10 | < 0.1% |
| 5099.1 | 8534 | |
| 5076.2 | 1663 | 4.0% |
| 5023.5 | 172 | 0.4% |
| 5017.5 | 1071 | 2.6% |
| 5008.7 | 650 | 1.6% |
| 4991.6 | 773 | 1.9% |
| Value | Count | Frequency (%) |
| False | 36548 | |
| True | 4640 | 11.3% |
Interactions
Correlations
| age | campaign | cons.conf.idx | cons.price.idx | contact | day_of_week | default | duration | education | emp.var.rate | euribor3m | housing | job | loan | marital | month | nr.employed | pdays | poutcome | previous | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.006 | 0.115 | 0.045 | 0.099 | 0.025 | 0.000 | -0.002 | 0.124 | 0.045 | 0.054 | 0.010 | 0.250 | 0.018 | 0.322 | 0.094 | 0.045 | -0.001 | 0.109 | -0.013 | 0.172 |
| campaign | 0.006 | 1.000 | -0.002 | 0.096 | 0.064 | 0.018 | 0.000 | -0.081 | 0.004 | 0.156 | 0.141 | 0.011 | 0.000 | 0.000 | 0.000 | 0.047 | 0.144 | 0.056 | 0.047 | -0.087 | 0.052 |
| cons.conf.idx | 0.115 | -0.002 | 1.000 | 0.246 | 0.417 | 0.045 | 0.000 | -0.009 | 0.068 | 0.225 | 0.237 | 0.058 | 0.109 | 0.017 | 0.089 | 0.600 | 0.133 | -0.077 | 0.369 | -0.116 | 0.386 |
| cons.price.idx | 0.045 | 0.096 | 0.246 | 1.000 | 0.675 | 0.049 | 0.006 | 0.003 | 0.104 | 0.665 | 0.491 | 0.096 | 0.132 | 0.012 | 0.084 | 0.676 | 0.465 | 0.057 | 0.386 | -0.283 | 0.336 |
| contact | 0.099 | 0.064 | 0.417 | 0.675 | 1.000 | 0.055 | 0.000 | 0.032 | 0.124 | 0.461 | 0.469 | 0.083 | 0.126 | 0.011 | 0.072 | 0.609 | 0.502 | 0.118 | 0.242 | 0.242 | 0.145 |
| day_of_week | 0.025 | 0.018 | 0.045 | 0.049 | 0.055 | 1.000 | 0.016 | 0.008 | 0.018 | 0.035 | 0.137 | 0.020 | 0.015 | 0.007 | 0.012 | 0.067 | 0.046 | 0.012 | 0.015 | 0.000 | 0.023 |
| default | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.016 | 1.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| duration | -0.002 | -0.081 | -0.009 | 0.003 | 0.032 | 0.008 | 0.000 | 1.000 | 0.003 | -0.069 | -0.078 | 0.004 | 0.006 | 0.006 | 0.000 | 0.020 | -0.095 | -0.083 | 0.017 | 0.042 | 0.377 |
| education | 0.124 | 0.004 | 0.068 | 0.104 | 0.124 | 0.018 | 0.007 | 0.003 | 1.000 | 0.065 | 0.062 | 0.020 | 0.388 | 0.004 | 0.145 | 0.102 | 0.065 | 0.052 | 0.042 | 0.019 | 0.066 |
| emp.var.rate | 0.045 | 0.156 | 0.225 | 0.665 | 0.461 | 0.035 | 0.000 | -0.069 | 0.065 | 1.000 | 0.940 | 0.073 | 0.134 | 0.010 | 0.083 | 0.659 | 0.945 | 0.228 | 0.379 | -0.435 | 0.342 |
| euribor3m | 0.054 | 0.141 | 0.237 | 0.491 | 0.469 | 0.137 | 0.000 | -0.078 | 0.062 | 0.940 | 1.000 | 0.075 | 0.128 | 0.017 | 0.084 | 0.552 | 0.929 | 0.278 | 0.417 | -0.455 | 0.399 |
| housing | 0.010 | 0.011 | 0.058 | 0.096 | 0.083 | 0.020 | 0.000 | 0.004 | 0.020 | 0.073 | 0.075 | 1.000 | 0.018 | 0.046 | 0.013 | 0.074 | 0.058 | 0.009 | 0.025 | 0.024 | 0.010 |
| job | 0.250 | 0.000 | 0.109 | 0.132 | 0.126 | 0.015 | 0.016 | 0.006 | 0.388 | 0.134 | 0.128 | 0.018 | 1.000 | 0.016 | 0.222 | 0.110 | 0.135 | 0.141 | 0.099 | 0.054 | 0.153 |
| loan | 0.018 | 0.000 | 0.017 | 0.012 | 0.011 | 0.007 | 0.000 | 0.006 | 0.004 | 0.010 | 0.017 | 0.046 | 0.016 | 1.000 | 0.000 | 0.015 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 |
| marital | 0.322 | 0.000 | 0.089 | 0.084 | 0.072 | 0.012 | 0.003 | 0.000 | 0.145 | 0.083 | 0.084 | 0.013 | 0.222 | 0.000 | 1.000 | 0.061 | 0.089 | 0.042 | 0.036 | 0.036 | 0.054 |
| month | 0.094 | 0.047 | 0.600 | 0.676 | 0.609 | 0.067 | 0.000 | 0.020 | 0.102 | 0.659 | 0.552 | 0.074 | 0.110 | 0.015 | 0.061 | 1.000 | 0.602 | 0.240 | 0.242 | 0.127 | 0.274 |
| nr.employed | 0.045 | 0.144 | 0.133 | 0.465 | 0.502 | 0.046 | 0.000 | -0.095 | 0.065 | 0.945 | 0.929 | 0.058 | 0.135 | 0.014 | 0.089 | 0.602 | 1.000 | 0.291 | 0.412 | -0.439 | 0.410 |
| pdays | -0.001 | 0.056 | -0.077 | 0.057 | 0.118 | 0.012 | 0.000 | -0.083 | 0.052 | 0.228 | 0.278 | 0.009 | 0.141 | 0.000 | 0.042 | 0.240 | 0.291 | 1.000 | 0.952 | -0.510 | 0.325 |
| poutcome | 0.109 | 0.047 | 0.369 | 0.386 | 0.242 | 0.015 | 0.000 | 0.017 | 0.042 | 0.379 | 0.417 | 0.025 | 0.099 | 0.000 | 0.036 | 0.242 | 0.412 | 0.952 | 1.000 | 0.734 | 0.320 |
| previous | -0.013 | -0.087 | -0.116 | -0.283 | 0.242 | 0.000 | 0.000 | 0.042 | 0.019 | -0.435 | -0.455 | 0.024 | 0.054 | 0.000 | 0.036 | 0.127 | -0.439 | -0.510 | 0.734 | 1.000 | 0.236 |
| y | 0.172 | 0.052 | 0.386 | 0.336 | 0.145 | 0.023 | 0.000 | 0.377 | 0.066 | 0.342 | 0.399 | 0.010 | 0.153 | 0.000 | 0.054 | 0.274 | 0.410 | 0.325 | 0.320 | 0.236 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 56 | housemaid | married | basic.4y | no | no | no | telephone | may | mon | 261 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 1 | 57 | services | married | high.school | NaN | no | no | telephone | may | mon | 149 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 2 | 37 | services | married | high.school | no | yes | no | telephone | may | mon | 226 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 3 | 40 | admin. | married | basic.6y | no | no | no | telephone | may | mon | 151 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 4 | 56 | services | married | high.school | no | no | yes | telephone | may | mon | 307 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 5 | 45 | services | married | basic.9y | NaN | no | no | telephone | may | mon | 198 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 6 | 59 | admin. | married | professional.course | no | no | no | telephone | may | mon | 139 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 7 | 41 | blue-collar | married | NaN | NaN | no | no | telephone | may | mon | 217 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 8 | 24 | technician | single | professional.course | no | yes | no | telephone | may | mon | 380 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 9 | 25 | services | single | high.school | no | yes | no | telephone | may | mon | 50 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 41178 | 62 | retired | married | university.degree | no | no | no | cellular | nov | thu | 483 | 2 | 6 | 3 | success | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | yes |
| 41179 | 64 | retired | divorced | professional.course | no | yes | no | cellular | nov | fri | 151 | 3 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41180 | 36 | admin. | married | university.degree | no | no | no | cellular | nov | fri | 254 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41181 | 37 | admin. | married | university.degree | no | yes | no | cellular | nov | fri | 281 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41182 | 29 | unemployed | single | basic.4y | no | yes | no | cellular | nov | fri | 112 | 1 | 9 | 1 | success | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41183 | 73 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 334 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41184 | 46 | blue-collar | married | professional.course | no | no | no | cellular | nov | fri | 383 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41185 | 56 | retired | married | university.degree | no | yes | no | cellular | nov | fri | 189 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41186 | 44 | technician | married | professional.course | no | no | no | cellular | nov | fri | 442 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41187 | 74 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 239 | 3 | 999 | 1 | failure | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
Duplicate rows
Most frequently occurring
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24 | services | single | high.school | no | yes | no | cellular | apr | tue | 114 | 1 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.423 | 5099.1 | no | 2 |
| 1 | 27 | technician | single | professional.course | no | no | no | cellular | jul | mon | 331 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 2 |
| 2 | 32 | technician | single | professional.course | no | yes | no | cellular | jul | thu | 128 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.968 | 5228.1 | no | 2 |
| 3 | 35 | admin. | married | university.degree | no | yes | no | cellular | may | fri | 348 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no | 2 |
| 4 | 36 | retired | married | NaN | no | no | no | telephone | jul | thu | 88 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.966 | 5228.1 | no | 2 |
| 5 | 39 | admin. | married | university.degree | no | no | no | cellular | nov | tue | 123 | 2 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.153 | 5195.8 | no | 2 |
| 6 | 39 | blue-collar | married | basic.6y | no | no | no | telephone | may | thu | 124 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no | 2 |
| 7 | 41 | technician | married | professional.course | no | yes | no | cellular | aug | tue | 127 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | no | 2 |
| 8 | 45 | admin. | married | university.degree | no | no | no | cellular | jul | thu | 252 | 1 | 999 | 0 | nonexistent | -2.9 | 92.469 | -33.6 | 1.072 | 5076.2 | yes | 2 |
| 9 | 47 | technician | divorced | high.school | no | yes | no | cellular | jul | thu | 43 | 3 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 2 |